Part 2 Costa Rica
2.0.1 Point density
Below we show the logged point density accross our area of interest. Note, the extreme number of values on the Peninsula means we can’t do a color ramp on the observation scale.
## Reading layer `landmass' from data source
## `/Users/runner/work/Osa-Conservation-Movement-Ecology-Lifetime-Exploration/Osa-Conservation-Movement-Ecology-Lifetime-Exploration/landmass.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 2 features and 168 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -87.11767 ymin: 5.515082 xmax: -77.16327 ymax: 11.20994
## Geodetic CRS: WGS 842.0.2 Feeding clusters
The following map shows all of the vulture clusters.
We define a cluster where a bird stays for >80 minutes within 100m of its starting location. Provided it arrives after 08:00 am or before 16:00.
2.0.4 Habitat use
## [1] "Bare / sparse vegetation" "Built-up"
## [3] "Cropland" "Grassland"
## [5] "Herbaceous wetland" "Mangroves"
## [7] "Permanent water bodies" "Tree cover"
## [9] "Bare / sparse vegetation" "Built-up"
## [11] "Cropland" "Grassland"
## [13] "Herbaceous wetland" "Mangroves"
## [15] "Permanent water bodies" "Tree cover"
## [17] "Bare / sparse vegetation" "Built-up"
## [19] "Cropland" "Grassland"
## [21] "Herbaceous wetland" "Mangroves"
## [23] "Permanent water bodies" "Tree cover"
## [25] "Bare / sparse vegetation" "Built-up"
## [27] "Cropland" "Grassland"
## [29] "Herbaceous wetland" "Mangroves"
## [31] "Permanent water bodies" "Tree cover"
## [33] "Bare / sparse vegetation" "Built-up"
## [35] "Cropland" "Grassland"
## [37] "Mangroves" "Permanent water bodies"
## [39] "Tree cover" "Bare / sparse vegetation"
## [41] "Built-up" "Cropland"
## [43] "Grassland" "Herbaceous wetland"
## [45] "Mangroves" "Permanent water bodies"
## [47] "Shrubland" "Tree cover"
## [49] "Bare / sparse vegetation" "Built-up"
## [51] "Grassland" "Herbaceous wetland"
## [53] "Mangroves" "Permanent water bodies"
## [55] "Tree cover" "Bare / sparse vegetation"
## [57] "Built-up" "Grassland"
## [59] "Herbaceous wetland" "Mangroves"
## [61] "Permanent water bodies" "Tree cover"
## [63] "Bare / sparse vegetation" "Grassland"
## [65] "Permanent water bodies" "Tree cover"
## [67] "Bare / sparse vegetation" "Built-up"
## [69] "Grassland" "Permanent water bodies"
## [71] "Tree cover" "Bare / sparse vegetation"
## [73] "Built-up" "Cropland"
## [75] "Grassland" "Herbaceous wetland"
## [77] "Mangroves" "Permanent water bodies"
## [79] "Tree cover" "Grassland"
## [81] "Herbaceous wetland" "Permanent water bodies"
## [83] "Tree cover" "Bare / sparse vegetation"
## [85] "Built-up" "Cropland"
## [87] "Grassland" "Herbaceous wetland"
## [89] "Permanent water bodies" "Tree cover"
## [91] "Bare / sparse vegetation" "Built-up"
## [93] "Cropland" "Grassland"
## [95] "Herbaceous wetland" "Mangroves"
## [97] "Permanent water bodies" "Tree cover"
## [99] "Grassland" "Tree cover"
## [101] "Bare / sparse vegetation" "Built-up"
## [103] "Cropland" "Grassland"
## [105] "Herbaceous wetland" "Mangroves"
## [107] "Permanent water bodies" "Tree cover"
## [109] "Grassland" "Permanent water bodies"
## [111] "Tree cover" "Bare / sparse vegetation"
## [113] "Built-up" "Cropland"
## [115] "Grassland" "Herbaceous wetland"
## [117] "Mangroves" "Permanent water bodies"
## [119] "Shrubland" "Tree cover"
## [121] "Built-up" "Grassland"
## [123] "Herbaceous wetland" "Mangroves"
## [125] "Permanent water bodies" "Tree cover"
## [127] "Cropland" "Grassland"
## [129] "Herbaceous wetland" "Mangroves"
## [131] "Permanent water bodies" "Tree cover"
## [133] "Bare / sparse vegetation" "Built-up"
## [135] "Cropland" "Grassland"
## [137] "Herbaceous wetland" "Mangroves"
## [139] "Permanent water bodies" "Tree cover"
## [141] "Bare / sparse vegetation" "Built-up"
## [143] "Grassland" "Herbaceous wetland"
## [145] "Mangroves" "Permanent water bodies"
## [147] "Tree cover" "Bare / sparse vegetation"
## [149] "Built-up" "Cropland"
## [151] "Grassland" "Herbaceous wetland"
## [153] "Mangroves" "Permanent water bodies"
## [155] "Tree cover" "Built-up"
## [157] "Cropland" "Grassland"
## [159] "Mangroves" "Permanent water bodies"
## [161] "Tree cover" "Bare / sparse vegetation"
## [163] "Built-up" "Cropland"
## [165] "Grassland" "Herbaceous wetland"
## [167] "Mangroves" "Permanent water bodies"
## [169] "Shrubland" "Tree cover"
## [171] "Bare / sparse vegetation" "Built-up"
## [173] "Cropland" "Grassland"
## [175] "Herbaceous wetland" "Mangroves"
## [177] "Permanent water bodies" "Tree cover"
## [179] "Bare / sparse vegetation" "Built-up"
## [181] "Cropland" "Grassland"
## [183] "Herbaceous wetland" "Mangroves"
## [185] "Permanent water bodies" "Tree cover"
## [187] "Bare / sparse vegetation" "Built-up"
## [189] "Cropland" "Grassland"
## [191] "Herbaceous wetland" "Mangroves"
## [193] "Permanent water bodies" "Tree cover"
## [195] "Bare / sparse vegetation" "Built-up"
## [197] "Cropland" "Grassland"
## [199] "Herbaceous wetland" "Mangroves"
## [201] "Permanent water bodies" "Tree cover"
## [203] "Built-up" "Cropland"
## [205] "Grassland" "Herbaceous wetland"
## [207] "Mangroves" "Permanent water bodies"
## [209] "Shrubland" "Tree cover"
## [211] "Bare / sparse vegetation" "Built-up"
## [213] "Cropland" "Grassland"
## [215] "Herbaceous wetland" "Mangroves"
## [217] "Permanent water bodies" "Tree cover"
## [219] "Cropland" "Grassland"
## [221] "Permanent water bodies" "Tree cover"
## [223] "Bare / sparse vegetation" "Grassland"
## [225] "Permanent water bodies" "Tree cover"
## [227] "Bare / sparse vegetation" "Built-up"
## [229] "Cropland" "Grassland"
## [231] "Herbaceous wetland" "Permanent water bodies"
## [233] "Tree cover" "Bare / sparse vegetation"
## [235] "Built-up" "Cropland"
## [237] "Grassland" "Herbaceous wetland"
## [239] "Mangroves" "Permanent water bodies"
## [241] "Tree cover" "Bare / sparse vegetation"
## [243] "Built-up" "Cropland"
## [245] "Grassland" "Herbaceous wetland"
## [247] "Mangroves" "Permanent water bodies"
## [249] "Tree cover" "Bare / sparse vegetation"
## [251] "Built-up" "Cropland"
## [253] "Grassland" "Herbaceous wetland"
## [255] "Mangroves" "Permanent water bodies"
## [257] "Tree cover" "Bare / sparse vegetation"
## [259] "Built-up" "Grassland"
## [261] "Herbaceous wetland" "Mangroves"
## [263] "Permanent water bodies" "Tree cover"
## [265] "Bare / sparse vegetation" "Built-up"
## [267] "Cropland" "Grassland"
## [269] "Herbaceous wetland" "Mangroves"
## [271] "Permanent water bodies" "Tree cover"
## [273] "Bare / sparse vegetation" "Built-up"
## [275] "Cropland" "Grassland"
## [277] "Herbaceous wetland" "Mangroves"
## [279] "Permanent water bodies" "Tree cover"
## [281] "Bare / sparse vegetation" "Built-up"
## [283] "Cropland" "Grassland"
## [285] "Herbaceous wetland" "Mangroves"
## [287] "Permanent water bodies" "Tree cover"
## [289] "Bare / sparse vegetation" "Built-up"
## [291] "Cropland" "Grassland"
## [293] "Herbaceous wetland" "Mangroves"
## [295] "Permanent water bodies" "Tree cover"
## [297] "Bare / sparse vegetation" "Cropland"
## [299] "Grassland" "Permanent water bodies"
## [301] "Tree cover" "Bare / sparse vegetation"
## [303] "Built-up" "Cropland"
## [305] "Grassland" "Herbaceous wetland"
## [307] "Permanent water bodies" "Tree cover"## sparse_veg urban cropland grassland wetland mangrove water
## 0.0496 0.0306 0.0189 2.8354 0.0679 0.0487 0.2095
## trees shrubs
## 40.7403 0.0003